As in the presentation, we will use the synthetic data set based on the from the Public Use File (PUF) of the GESIS Panel Special Survey on the Coronavirus SARS-CoV-2 Outbreak in Germany for the following exercises. As a reminder: This data set should be stored in the data subfolder in the folder with the course materials. For the exercises in this session and the following one, it is also helpful to consult the codebook for the original data set.
In the following exercises, we will perform some basic data wrangling tasks.
Of course, as always, before we can do that, we need to load the tidyverse package(s) and import the data.
library(tidyverse)
gpc <- read_csv("./data/ZA5667_v1-0-0_Stata14_synthetic-data.csv")
gpc_info that only contains the (binary) variables that asked about the use of different sources of information about the Corona virus. To find the right names, you can check the codebook (search for “media consumption”) or have a look at the clue for this task.
hzcy084a, and the last one is hzcy095a. They appear consecutively in the data set.
gpc_info <- gpc %>%
select(hzcy084a:hzcy095a)
gpc_info object): info_nat_pub_br, info_nat_pr_br, info_nat_np, info_loc_pub_br, info_loc_pr_br, info_loc_np, info_fb, info_other_sm, info_personal, info_other, info_none.
dplyr function is new_name = old_name.
gpc_info <- gpc_info %>%
rename(info_nat_pub_br = hzcy084a,
info_nat_pr_br = hzcy085a,
info_nat_np = hzcy086a,
info_loc_pub_br = hzcy087a,
info_loc_pr_br = hzcy088a,
info_loc_np = hzcy089a,
info_fb = hzcy090a,
info_other_sm = hzcy091a,
info_personal = hzcy092a,
info_other = hzcy093a,
info_none = hzcy095a)
select() command.
gpc_info <- gpc %>%
select(info_nat_pub_br = hzcy084a,
info_nat_pr_br = hzcy085a,
info_nat_np = hzcy086a,
info_loc_pub_br = hzcy087a,
info_loc_pr_br = hzcy088a,
info_loc_np = hzcy089a,
info_fb = hzcy090a,
info_other_sm = hzcy091a,
info_personal = hzcy092a,
info_other = hzcy093a,
info_none = hzcy095a)
gpc_afd that only contains (simulated) respondents who report that they intend to vote in the next German federal election and that they intend to vote for the right-wing populist party AfD (Alternative fuer Deutschland).
intention_to_vote and choice_of_party and the values we want to filter for are 2 (Yes), and 6 (AfD), respectively.
gpc_afd <- gpc %>%
filter(intention_to_vote == 2,
choice_of_party == 6)
gpc_middle_aged that only includes (simulated) respondents aged 36 to 50.
age_cat and the values of that variable we are looking for are 4 to 6. You can use the helper function between() here (remember that the values you provide to this function are inclusive).
gpc_middle_aged <- gpc %>%
filter(between(age_cat, 4, 6))
gpc data set based on the self-reported political orientation from right (high) to left (low). You do not need to save the resulting dataframe as a new object, but you should somehow check whether your code worked.
political_orientation which goes from 0 (left) to 10 (right). We want to sort in descending order. To check the result, we can use the glimpse() function at the end of the pipe.
gpc %>%
arrange(desc(political_orientation)) %>%
glimpse()
## Rows: 3,765
## Columns: 111
## $ cohort [3m[38;5;246m<dbl>[39m[23m 2, 1, 3, 1, 1, 2, 1, 1, 1, 2, 3, 3, 1, 3, 3, 1, 3, 1, 1, 3, 3, 1, 2, 3, 2, 1, 2, 3, 2, 3, 3, 2, 3, 2, 3, 1, 2, 3, ~
## $ sex [3m[38;5;246m<dbl>[39m[23m 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, ~
## $ age_cat [3m[38;5;246m<dbl>[39m[23m 7, 10, 7, 7, 10, 7, 6, 10, 10, 7, 1, 8, 5, 10, 10, 5, 6, 2, 7, 7, 10, 7, 6, 5, 6, 10, 8, 10, 5, 2, 8, 8, 3, 7, 10,~
## $ education_cat [3m[38;5;246m<dbl>[39m[23m 1, 2, 1, 1, 2, 2, 3, 2, 2, 1, 3, 1, 3, 2, 2, 3, 3, 3, 2, 1, 3, 1, 3, 2, 3, 2, 3, 1, 2, 2, 2, 3, 2, 1, 2, 3, 2, 2, ~
## $ intention_to_vote [3m[38;5;246m<dbl>[39m[23m 2, 2, 2, 2, 2, NA, 1, 2, 2, 2, 97, 2, 2, 2, 2, 2, 97, 97, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,~
## $ choice_of_party [3m[38;5;246m<dbl>[39m[23m 6, 6, 7, 7, 6, NA, 98, 6, 6, 6, 97, 1, 6, 6, 6, 6, 97, 97, 98, 7, 6, 1, 98, 6, 98, 6, 1, 2, 6, 6, 2, 1, 6, 1, 1, 1~
## $ political_orientation [3m[38;5;246m<dbl>[39m[23m 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 9, 9, 9~
## $ marstat [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 2, 1, 3, 3, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 3, 1, 1, 1, ~
## $ household [3m[38;5;246m<dbl>[39m[23m 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 3, 2, 3, 1, 2, 3, 3, 3, 3, 3, 2, 3, 3, 2, 3, 2, 3, 2, 3, 3, 2, 3, 1, 3, 1, 2, 3, 2, ~
## $ hzcy001a [3m[38;5;246m<dbl>[39m[23m 4, 5, NA, 1, 4, 3, 1, 3, 5, 2, NA, 4, 5, 1, 1, 5, 1, 3, 4, 3, 3, 6, 3, 5, 4, 3, 4, 6, 7, 5, 4, 5, 4, 3, 4, 3, 5, 2~
## $ hzcy002a [3m[38;5;246m<dbl>[39m[23m 4, 5, NA, 1, 4, 2, 1, 4, 4, 3, NA, 4, 5, 1, 1, 6, 1, 4, 4, 3, 4, 6, 4, 5, 6, 1, 2, 6, 7, 6, 4, 5, 6, 3, 4, 4, 5, 3~
## $ hzcy003a [3m[38;5;246m<dbl>[39m[23m 4, 5, NA, 1, 5, 1, 1, 2, 5, 1, NA, 3, 4, 1, 1, 3, 2, 1, 3, 4, 3, 3, 3, 3, 3, 2, 4, 7, 2, 2, 3, 5, 2, 6, 5, 3, 2, 2~
## $ hzcy004a [3m[38;5;246m<dbl>[39m[23m 3, 5, NA, 4, 97, 4, 1, 3, 6, 4, NA, 4, 6, 1, 1, 6, 2, 7, 3, 4, 3, 5, 3, 2, 5, 3, 3, 6, 4, 2, 3, 6, 5, 3, 4, 4, 4, ~
## $ hzcy005a [3m[38;5;246m<dbl>[39m[23m 4, 4, NA, 1, 4, 3, 1, 3, 4, 2, NA, 3, 5, 1, 1, 5, 3, 3, 3, 3, 2, 4, 4, 7, 4, 3, 5, 6, 5, 5, 4, 5, 4, 3, 4, 3, 4, 2~
## $ hzcy006a [3m[38;5;246m<dbl>[39m[23m 1, 1, NA, 1, 1, 1, 1, 0, 1, 0, NA, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0~
## $ hzcy007a [3m[38;5;246m<dbl>[39m[23m 1, 1, NA, 1, 1, 1, 1, 0, 1, 0, NA, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1~
## $ hzcy008a [3m[38;5;246m<dbl>[39m[23m 0, 0, NA, 0, 1, 1, 1, 0, 0, 0, NA, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0~
## $ hzcy009a [3m[38;5;246m<dbl>[39m[23m 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, NA, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ hzcy010a [3m[38;5;246m<dbl>[39m[23m 0, 1, NA, 0, 1, 0, 0, 0, 1, 0, NA, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ hzcy011a [3m[38;5;246m<dbl>[39m[23m 1, 1, NA, 1, 1, 1, 1, 1, 1, 0, NA, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1~
## $ hzcy012a [3m[38;5;246m<dbl>[39m[23m 0, 1, NA, 1, 1, 0, 0, 1, 1, 0, NA, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0~
## $ hzcy013a [3m[38;5;246m<dbl>[39m[23m 0, 1, NA, 1, 1, 0, 1, 1, 1, 0, NA, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0~
## $ hzcy014a [3m[38;5;246m<dbl>[39m[23m 1, 1, NA, 1, 1, 1, 1, 1, 1, 0, NA, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1~
## $ hzcy015a [3m[38;5;246m<dbl>[39m[23m 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ hzcy016a [3m[38;5;246m<dbl>[39m[23m 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0~
## $ hzcy018a [3m[38;5;246m<dbl>[39m[23m 0, 0, NA, 0, 0, 0, 0, 0, 0, 1, NA, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ hzcy019a [3m[38;5;246m<dbl>[39m[23m 4, 5, NA, 3, 5, 3, 5, 5, 4, 3, NA, 2, 3, 4, 4, 4, 5, 2, 4, 5, 4, 5, 2, 3, 4, 4, 5, 4, 2, 5, 5, 5, 5, 4, 5, 4, 5, 4~
## $ hzcy020a [3m[38;5;246m<dbl>[39m[23m 5, 5, NA, 4, 5, 5, NA, 4, 4, 3, NA, 3, 5, 4, 4, 4, 5, 2, 4, 5, 3, 5, 4, 3, 5, 4, 5, 4, 4, 5, 5, 5, 5, 4, 5, 5, 5, ~
## $ hzcy021a [3m[38;5;246m<dbl>[39m[23m 5, 5, NA, 5, 5, 5, 4, 4, 4, 2, NA, 4, 5, 1, 4, 4, 5, 1, 4, 5, 2, 5, 4, 3, 5, 4, 5, 4, 4, 4, 5, 5, 5, 5, 5, 4, 4, 5~
## $ hzcy022a [3m[38;5;246m<dbl>[39m[23m 4, 5, NA, 4, 5, NA, 4, 3, 4, 2, NA, 4, 5, 5, 4, 4, 5, 1, 4, 5, 2, 3, 4, 2, 4, 4, 5, 4, 3, 5, 5, 5, 4, 4, 5, 4, 4, ~
## $ hzcy023a [3m[38;5;246m<dbl>[39m[23m 5, 5, NA, 4, 5, 5, 5, 3, 5, 3, NA, 3, 5, 5, 4, 4, 5, 4, 4, 5, 3, 5, 5, 5, 4, 4, 5, 5, 5, 5, 5, 5, 3, NA, 5, 5, 4, ~
## $ hzcy024a [3m[38;5;246m<dbl>[39m[23m 5, 5, NA, 4, 5, 4, 4, 3, 5, 1, NA, 3, 5, 5, 2, 3, 3, 3, 4, 5, 2, 5, 4, 5, 5, 3, 5, 4, 3, 5, 5, 5, 4, 2, 5, 4, 4, 2~
## $ hzcy025a [3m[38;5;246m<dbl>[39m[23m 3, 5, NA, 4, 5, 2, 4, 2, 5, 1, NA, 3, 4, 5, 1, 4, 5, 4, 4, 5, 2, 4, 4, 5, 4, 3, 4, 4, 3, 4, 4, 5, 4, 2, 5, 4, 3, 1~
## $ hzcy026a [3m[38;5;246m<dbl>[39m[23m 1, 1, NA, 1, 1, 2, 2, 1, 1, 1, NA, 1, 1, 1, 2, 1, 1, 4, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 4, 4, 1, 1, 1, 1, 1, 1, 1, 1~
## $ hzcy027a [3m[38;5;246m<dbl>[39m[23m 5, 4, NA, 5, 5, NA, NA, 4, 5, 5, NA, 3, 5, 4, NA, 5, 5, NA, 5, NA, 4, 5, 4, 4, 5, 5, 5, 4, NA, NA, 5, 5, 5, 3, 5, ~
## $ hzcy028a [3m[38;5;246m<dbl>[39m[23m 3, 1, NA, 1, 3, NA, NA, 3, 4, 3, NA, 1, 3, 4, NA, 2, 3, NA, 1, NA, 2, 2, 2, NA, 3, 2, 2, NA, NA, NA, 2, 2, 4, 3, 2~
## $ hzcy029a [3m[38;5;246m<dbl>[39m[23m 5, 5, NA, 5, 5, NA, NA, 1, 5, 3, NA, 5, 5, 5, NA, 2, 5, NA, 5, NA, 2, 5, 4, 2, 4, 5, 4, 2, NA, NA, 4, 5, 4, 4, 5, ~
## $ hzcy030a [3m[38;5;246m<dbl>[39m[23m 5, 5, NA, 3, 5, NA, NA, 4, 5, 3, NA, 5, 5, 5, NA, 3, 1, NA, 5, NA, 4, 5, NA, 2, 5, 5, 4, 3, NA, NA, 5, 5, 5, 5, 5,~
## $ hzcy031a [3m[38;5;246m<dbl>[39m[23m 5, 5, NA, 3, 4, NA, NA, 4, 5, 3, NA, 2, 5, 4, NA, 3, 3, NA, 5, NA, 4, 5, 4, 2, 4, 5, 4, 4, NA, NA, 5, 2, 4, 4, 5, ~
## $ hzcy032a [3m[38;5;246m<dbl>[39m[23m 5, 5, NA, 3, 4, NA, NA, 5, 5, 3, NA, 3, 5, 5, NA, 4, 4, NA, 5, NA, 4, 5, 3, 3, 5, 5, 4, 4, NA, NA, 5, 3, 5, 5, 5, ~
## $ hzcy033a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, 4, 5, NA, NA, NA, NA, NA, NA, NA, 4, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hzcy034a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, 4, 4, NA, NA, NA, NA, NA, NA, NA, 4, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hzcy035a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, 3, 5, NA, NA, NA, NA, NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hzcy036a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, 3, 3, NA, NA, NA, NA, NA, NA, NA, 4, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hzcy037a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, 1, 5, NA, NA, NA, NA, NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hzcy038a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, 2, 2, NA, NA, NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hzcy039a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, 3, 4, NA, NA, NA, NA, NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hzcy040a [3m[38;5;246m<dbl>[39m[23m 3, 3, NA, 3, 3, 3, 2, 2, 3, 2, NA, 2, 3, 4, 2, 2, 3, 2, 2, 2, 2, 3, 2, 1, 1, 2, 3, 2, 3, 3, 2, 2, 1, 2, 2, 2, 2, 3~
## $ hzcy041a [3m[38;5;246m<dbl>[39m[23m 3, 3, NA, 2, 3, 3, 3, 4, 3, 5, NA, 2, 3, 4, 2, 3, 3, 3, 2, 2, 3, 3, 3, 4, 1, 3, 3, 3, 2, 3, 3, 2, 1, 3, 2, 3, 3, 2~
## $ hzcy042a [3m[38;5;246m<dbl>[39m[23m 3, 4, NA, 3, 3, 4, 1, 2, 3, 4, NA, 3, 3, 3, 3, 1, 4, 2, 2, 1, 3, 3, 3, 2, 2, 2, 2, 2, 3, 3, 2, 3, 1, 3, 2, 2, 2, 3~
## $ hzcy043a [3m[38;5;246m<dbl>[39m[23m 3, 4, NA, 3, 3, 4, 2, 3, 3, 5, NA, 2, 3, 3, 3, 2, 2, 2, 2, 1, 4, 3, 3, 2, 2, 3, 4, 3, 3, 3, 3, 3, 1, 3, 3, 3, 3, 3~
## $ hzcy044a [3m[38;5;246m<dbl>[39m[23m 3, 4, NA, 5, 5, 4, 4, 98, 4, 5, NA, 5, 5, 5, 4, 3, 2, 2, 98, 5, 98, 5, 4, 4, 4, 5, 3, 5, 5, 5, 98, 5, 5, 3, 4, 5, ~
## $ hzcy045a [3m[38;5;246m<dbl>[39m[23m 3, 4, NA, 3, 5, 5, 5, 3, 3, 3, NA, 5, 5, 4, 3, 3, 1, 3, 5, 4, 4, 5, 4, 2, 4, 5, 4, 4, 4, 5, 98, 3, 2, 98, 4, 4, 4,~
## $ hzcy046a [3m[38;5;246m<dbl>[39m[23m 3, 4, NA, 4, 5, 4, 4, 3, 3, 4, NA, 5, 98, 4, 3, 3, 1, 3, 4, 3, 4, 5, 4, 3, 3, 4, 3, 4, 2, 5, 98, 3, 2, 98, 4, 4, 3~
## $ hzcy047a [3m[38;5;246m<dbl>[39m[23m 4, 4, NA, 3, 5, 5, 4, 5, 5, 4, NA, 5, 4, 98, 1, 4, 1, 4, 5, 2, 4, 5, 5, 4, 5, 5, 5, 5, 98, 5, 5, 4, 4, 3, 4, 5, 5,~
## $ hzcy048a [3m[38;5;246m<dbl>[39m[23m 4, 2, NA, 3, 5, 5, 4, 3, 3, 2, NA, 4, 5, 4, 2, 2, 1, 3, 2, 2, 2, 5, 4, 2, 3, 4, 4, 5, 4, 2, 5, 3, 1, 2, 3, 4, 5, 3~
## $ hzcy049a [3m[38;5;246m<dbl>[39m[23m 4, 2, NA, 3, 5, 2, 1, 2, 3, 2, NA, 4, 5, 2, 3, 1, 1, 3, 2, 2, 1, 98, 3, 1, 2, 4, 4, 5, 1, 3, 5, 1, 1, 3, 2, 3, 5, ~
## $ hzcy050a [3m[38;5;246m<dbl>[39m[23m 4, 4, NA, 4, 5, 5, 4, 3, 3, 3, NA, 5, 5, 1, 2, 2, 1, 4, 2, 4, 2, 5, 4, 2, 4, 5, 4, 5, 4, 4, 5, 4, 3, 1, 4, 2, 4, 3~
## $ hzcy051a [3m[38;5;246m<dbl>[39m[23m 4, 3, NA, NA, 98, 5, 5, NA, 3, 4, NA, 5, 5, 4, 2, 3, 1, 5, 4, 4, 1, 4, 4, 3, 4, 4, 2, 5, 98, 4, 4, 3, 1, 2, 4, 3, ~
## $ hzcy052a [3m[38;5;246m<dbl>[39m[23m 4, 4, NA, 4, 98, 5, 5, 4, 4, 4, NA, 5, 5, 4, 3, 4, 3, 5, 4, 4, 3, 4, 4, 3, 5, 5, 4, 4, 3, 4, 5, 5, 4, 5, 4, 3, 5, ~
## $ hzcy053a [3m[38;5;246m<dbl>[39m[23m 7, 5, NA, 7, 5, 7, 1, 5, 5, 5, NA, 5, 1, 5, 8, 1, 5, 6, 7, 1, 5, 1, 1, 7, 1, 5, 1, 1, 1, 1, 1, 1, 1, 1, 3, 2, 4, 5~
## $ hzcy054a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 1, NA, NA, 0, NA, NA, NA, 1, NA, 0, 0, NA, 0, NA, 0, 0, 0, 0, 0, 1,~
## $ hzcy055a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, 0, NA, NA, 0, NA, NA, NA, 0, NA, 0, 0, NA, 0, NA, 0, 1, 1, 1, 0, 0,~
## $ hzcy056a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA, NA, 0, NA, NA, NA, 0, NA, 0, 0, NA, 1, NA, 0, 0, 0, 0, 0, 0,~
## $ hzcy057a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA, NA, 0, NA, NA, NA, 0, NA, 0, 0, NA, 0, NA, 1, 0, 0, 0, 0, 0,~
## $ hzcy058a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA, NA, 0, NA, NA, NA, 0, NA, 0, 0, NA, 0, NA, 0, 0, 0, 0, 0, 0,~
## $ hzcy059a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA, NA, 0, NA, NA, NA, 0, NA, 0, 0, NA, 0, NA, 0, 0, 0, 0, 0, 0,~
## $ hzcy060a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA, NA, 1, NA, NA, NA, 0, NA, 1, 1, NA, 0, NA, 0, 0, 0, 0, 1, 0,~
## $ hzcy061a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ hzcy062a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ hzcy063a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ hzcy064a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ hzcy065a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ hzcy066a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ hzcy067a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ hzcy068a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ hzcy069a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ hzcy070a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ hzcy071a [3m[38;5;246m<dbl>[39m[23m 2, 2, NA, 2, 2, 2, 2, 2, 2, 2, NA, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 1, 2~
## $ hzcy072a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, NA, NA, 1, NA, NA, NA, NA, NA, NA, 1, 1, NA, NA, NA, NA, 0, 0, ~
## $ hzcy073a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 1, 0, NA, NA, NA, NA, 0, 0, ~
## $ hzcy074a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, 0, NA, NA, NA, NA, 0, 0, ~
## $ hzcy075a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, 0, NA, NA, NA, NA, 1, 1, ~
## $ hzcy076a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, 0, NA, NA, NA, NA, 0, 0, ~
## $ hzcy077a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, 0, NA, NA, NA, NA, 0, 0, ~
## $ hzcy078a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, 0, NA, NA, NA, NA, 0, 0, ~
## $ hzcy079a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, 0, NA, NA, NA, NA, 0, 0, ~
## $ hzcy080a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, 0, NA, NA, NA, NA, 1, 0, ~
## $ hzcy081a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, NA, NA, 0, NA, NA, NA, NA, NA, NA, 1, 0, NA, NA, NA, NA, 1, 1, ~
## $ hzcy083a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, 0, NA, NA, NA, NA, 0, 0, ~
## $ hzcy084a [3m[38;5;246m<dbl>[39m[23m 1, 1, NA, 1, 1, 1, 0, 1, 1, 1, NA, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, NA, 0, 1, 1, 0, ~
## $ hzcy085a [3m[38;5;246m<dbl>[39m[23m 1, 0, NA, 0, 1, 1, 0, 1, 1, 1, NA, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, NA, 1, 0, 0, 1, ~
## $ hzcy086a [3m[38;5;246m<dbl>[39m[23m 0, 1, NA, 0, 1, 0, 0, 0, 0, 0, NA, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, NA, 0, 0, 0, 0, ~
## $ hzcy087a [3m[38;5;246m<dbl>[39m[23m 0, 1, NA, 1, 1, 1, 0, 0, 1, 1, NA, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, NA, 1, 1, 0, 1, ~
## $ hzcy088a [3m[38;5;246m<dbl>[39m[23m 0, 0, NA, 0, 0, 1, 1, 1, 0, 1, NA, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, NA, 1, 0, 1, 1, ~
## $ hzcy089a [3m[38;5;246m<dbl>[39m[23m 1, 1, NA, 0, 0, 1, 1, 0, 1, 1, NA, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, NA, 0, 1, 1, 1, ~
## $ hzcy090a [3m[38;5;246m<dbl>[39m[23m 0, 0, NA, 1, 1, 0, 0, 1, 1, 0, NA, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, NA, 0, 1, 0, 0, ~
## $ hzcy091a [3m[38;5;246m<dbl>[39m[23m 0, 0, NA, 0, 0, 0, 1, 0, 0, 0, NA, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, NA, 0, 0, 0, 1, ~
## $ hzcy092a [3m[38;5;246m<dbl>[39m[23m 0, 0, NA, 1, 1, 1, 1, 0, 1, 1, NA, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, NA, 1, 1, 1, 0, ~
## $ hzcy093a [3m[38;5;246m<dbl>[39m[23m 0, 0, NA, 0, 1, 0, 0, 0, 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, NA, 0, 0, 0, 0, ~
## $ hzcy095a [3m[38;5;246m<dbl>[39m[23m 0, 0, NA, 0, 0, 0, 1, 0, 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, NA, 0, 0, 0, 0, ~
## $ hzcy096a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, 1, 1, NA, NA, 1, 1, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, NA, 1, NA, NA, NA, NA, N~
## $ hzcy097a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, 1, 0, NA, NA, 0, 0, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, NA, 1, NA, NA, NA, NA, N~
## $ hzcy098a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, NA, 0, NA, NA, NA, NA, N~
## $ hzcy099a [3m[38;5;246m<dbl>[39m[23m NA, NA, NA, 0, 1, NA, NA, 1, 1, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, NA, 1, NA, NA, NA, NA, N~
## $ hzza003a [3m[38;5;246m<dbl>[39m[23m 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ~
## $ hzzq009a [3m[38;5;246m<dbl>[39m[23m 4, 5, NA, 4, 5, 4, 4, 4, NA, 5, NA, 5, 4, 4, 3, 4, 3, 3, 4, 4, 2, 5, 4, 4, 4, 4, 4, 5, 5, 5, 4, 5, 5, 5, 5, 4, 4, ~
## $ hzzq023a [3m[38;5;246m<dbl>[39m[23m 4, 5, NA, 4, 5, 5, 5, 4, 4, 5, NA, 5, 4, 5, 3, 4, 2, 3, 5, 4, 4, 5, 4, 4, 5, 4, 4, 5, 5, 5, 4, 5, NA, 5, 5, 4, 4, ~
## $ hzzp201a [3m[38;5;246m<dbl>[39m[23m 31, 32, NA, 32, 31, 31, 31, 31, 31, 32, NA, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31~
## $ hzzp204a [3m[38;5;246m<dbl>[39m[23m 453, NA, NA, NA, 252, 699, 1280, 397, 413, NA, NA, 803, 332, 365, 962, 338, 1134, 361, 260, 364, 577, 313, 347, 44~
## $ hzzp207a [3m[38;5;246m<dbl>[39m[23m 1584692399, 1584725448, NA, 1584786274, 1584618300, 1584720873, 1584537321, 1584548517, 1584693883, 1584465378, NA~